1 code implementation • 9 Dec 2022 • Aurelien Pelissier, Miroslav Phan, Niko Beerenwinkel, Maria Rodriguez Martinez
While analytic solutions often cannot be derived, existing simulation frameworks can generate stochastic trajectories compatible with the dynamical laws underlying the random phenomena.
1 code implementation • 16 Dec 2021 • Fritz M. Bayer, Giusi Moffa, Niko Beerenwinkel, Jack Kuipers
Inference of the marginal probability distribution is defined as the calculation of the probability of a subset of the variables and is relevant for handling missing data and hidden variables.
no code implementations • 2 May 2021 • Polina Suter, Jack Kuipers, Giusi Moffa, Niko Beerenwinkel
The package includes tools to search for a maximum a posteriori (MAP) graph and to sample graphs from the posterior distribution given the data.